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awesome-julia-datasciences
Resources about Julia for DataSciences / Machine Learning
https://github.com/widged/awesome-julia-datasciences
Last synced: about 21 hours ago
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APL
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- IJulia - language backend combined with the Jupyter interactive environment
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General-Purpose Machine Learning
- MachineLearning - Julia Machine Learning library.
- MLBase - A set of functions to support the development of machine learning algorithms.
- PGM - A Julia framework for probabilistic graphical models.
- DA - Julia package for Regularized Discriminant Analysis.
- Regression - Algorithms for regression analysis (e.g. linear regression and logistic regression).
- Local Regression - Local regression, so smooooth!.
- Naive Bayes - Simple Naive Bayes implementation in Julia.
- Mixed Models - A Julia package for fitting (statistical) mixed-effects models.
- Simple MCMC - basic mcmc sampler implemented in Julia.
- Distance - Julia module for Distance evaluation.
- Decision Tree - Decision Tree Classifier and Regressor.
- Neural - A neural network in Julia.
- MCMC - MCMC tools for Julia.
- Mamba - Markov chain Monte Carlo (MCMC) for Bayesian analysis in Julia.
- GLM - Generalized linear models in Julia.
- Gaussian Processes - Julia package for Gaussian processes.
- Online Learning
- GLMNet - Julia wrapper for fitting Lasso/ElasticNet GLM models using glmnet.
- Clustering - Basic functions for clustering data: k-means, dp-means, etc.
- SVM - SVM's for Julia.
- Kernel Density - Kernel density estimators for julia.
- Dimensionality Reduction - Methods for dimensionality reduction.
- NMF - A Julia package for non-negative matrix factorization.
- ANN - Julia artificial neural networks.
- Mocha - Deep Learning framework for Julia inspired by Caffe.
- XGBoost - eXtreme Gradient Boosting Package in Julia.
- ManifoldLearning - A Julia package for manifold learning and nonlinear dimensionality reduction.
- Merlin - Flexible Deep Learning Framework in Julia.
- ROCAnalysis - Receiver Operating Characteristics and functions for evaluation probabilistic binary classifiers.
- GaussianMixtures - Large scale Gaussian Mixture Models.
- ScikitLearn - Julia implementation of the scikit-learn API.
- Knet - Koç University Deep Learning Framework.
- Topic Models - TopicModels for Julia.
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Data Analysis / Data Visualization
- Graph Layout - Graph layout algorithms in pure Julia.
- LightGraphs - Graph modeling and analysis.
- Julia Data - library for working with tabular data in Julia.
- Data Read - Read files from Stata, SAS, and SPSS.
- Hypothesis Tests - Hypothesis tests for Julia.
- Gadfly - Crafty statistical graphics for Julia.
- Stats - Statistical tests for Julia.
- RDataSets - Julia package for loading many of the data sets available in R.
- Distributions - A Julia package for probability distributions and associated functions.
- Data Arrays - Data structures that allow missing values.
- Time Series - Time series toolkit for Julia.
- Sampling - Basic sampling algorithms for Julia.
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Misc Stuff / Presentations
- DSP - Digital Signal Processing (filtering, periodograms, spectrograms, window functions).
- JuliaCon Presentations - Presentations for JuliaCon.
- SignalProcessing - Signal Processing tools for Julia.
- Images - An image library for Julia.
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Programming Languages
Categories
Sub Categories
Keywords
julia
18
statistics
7
machine-learning
3
data-science
3
neural-networks
2
deep-learning
2
statistical-models
2
manifold-learning
1
lle
1
isomap
1
dimensionality-reduction
1
diffusion-maps
1
kernel-density-estimation
1
markov-clustering
1
k-means
1
hierarchical-clustering
1
fuzzy-clustering
1
clustering
1
regression
1
glm
1
mixed-models
1
mixed-effects
1
discriminant-analysis
1
image-processing
1
spectrogram
1
periodogram
1
filter
1
dsp
1
deprecated
1
probability-distributions
1
meta-package
1
batteries-included
1
plotting
1
graphics
1
ggplot2
1
gadfly
1
hypothesis-testing
1
queryverse
1
lightgraphs
1
graph-theory
1
graph-generation
1
graph-analytics
1
graph-algorithms
1
graph
1
knet
1